Reference models developed from first principles and
empirical relationships are used to represent correct operation
of air-handling units. The models are incorporated into software
capable of comparing actual system output measurements
with model outputs and detecting deviations from
correct operation. Tests of the model-based system with data
from a real system, operating with and without introduced
faults, are reported.